{"id":45501,"date":"2025-06-20T18:00:53","date_gmt":"2025-06-20T10:00:53","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=45501"},"modified":"2025-06-17T16:50:19","modified_gmt":"2025-06-17T08:50:19","slug":"%e5%bf%83%e7%90%86%e5%81%a5%e5%ba%b7ai%ef%bc%9a%e7%94%a8%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e6%96%b9%e6%b3%95%e5%b9%ab%e5%8a%a9%e7%99%bc%e5%b1%95%e5%a4%b1%e6%99%ba%e5%8f%8b%e5%96%84%e7%a4%be%e7%be%a4","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=45501","title":{"rendered":"\u5fc3\u7406\u5065\u5eb7AI\uff1a\u7528\u6a5f\u5668\u5b78\u7fd2\u65b9\u6cd5\u5e6b\u52a9\u767c\u5c55\u5931\u667a\u53cb\u5584\u793e\u7fa4"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u9ad8\u9f61\u793e\u6703\u5e36\u4f86\u7684\u6210\u672c\u65e5\u76ca\u589e\u52a0\uff0c\u5176\u4e2d\u5931\u667a\u75c7\u6240\u5e36\u4f86\u7684\u6311\u6230\u5c24\u5176\u986f\u8457\uff0c\u4e5f\u8b93\u4e16\u4eba\u4e0d\u5f97\u4e0d\u66f4\u52a0\u91cd\u8996\u9019\u500b\u554f\u984c\u3002\u6839\u64da\u570b\u969b\u963f\u8332\u6d77\u9ed8\u75c7\u7d44\u7e54\u7684\u5831\u544a\u6307\u51fa\uff0c\u76ee\u524d\u5168\u4e16\u754c\u82b1\u5728\u5931\u667a\u75c7\u4e0a\u7684\u91ab\u7642\u6210\u672c\uff0c\u5df2\u7d93\u7a81\u78341.3\u5146\u7f8e\u5143\uff0c\u82e5\u5c07\u6210\u672c\u8996\u70ba\u4e00\u500b\u7d93\u6fdf\u9ad4\uff0c\u53ef\u4ee5\u7a31\u5f97\u4e0a\u4e16\u754c\u7b2c17\u5927\u7d93\u6fdf\u9ad4\u3002\u4e0d\u904e\uff0c\u9762\u5c0d\u9019\u9f90\u5927\u7684\u6f5b\u5728\u6210\u672c\uff0c\u4e5f\u63d0\u4f9b\u4e86AI\u767c\u63ee\u529f\u80fd\u4e26\u63d0\u4f9b\u5e6b\u52a9\u7684\u5834\u57df\u3002\u82e5\u80fd\u4f7f\u7528AI\u6a21\u578b\u7be9\u9078\u3001\u9810\u6e2c\u767c\u5c55\u826f\u597d\u7684\u5931\u667a\u75c7\u53cb\u5584\u793e\u5340\uff0c\u5c0d\u65bc\u653f\u7b56\u898f\u5283\u4e0a\uff0c\u4e5f\u5177\u6709\u76f8\u7576\u7684\u52a9\u76ca\u3002<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n<figure id=\"attachment_45502\" aria-describedby=\"caption-attachment-45502\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-45502\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-1024x585.jpg\" alt=\"\" width=\"600\" height=\"343\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-1024x585.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-300x171.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-768x439.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-1536x878.jpg 1536w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-2048x1170.jpg 2048w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-45502\" class=\"wp-caption-text\">\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n<h6><span style=\"color: #008000;\"><strong>\u95dc\u65bc\u5931\u667a\u75c7\u7684\u4e8b\u5be6<\/strong><\/span><\/h6>\n<p>\u5931\u667a\u75c7\u662f\u4e00\u500b\u7e3d\u7a31\uff0c\u6307\u7684\u662f\u4e00\u7cfb\u5217\u5f71\u97ff\u8166\u90e8\u904b\u4f5c\u7684\u75be\u75c5\u6240\u5f15\u8d77\u7684\u75c7\u72c0\uff0c\u4f7f\u5f97\u4eba\u7684\u8a18\u61b6\u3001\u601d\u8003\u3001\u884c\u70ba\u548c\u60c5\u7dd2\u7b49\u53d7\u5230\u5f71\u97ff\uff0c\u6700\u5e38\u898b\u7684\u662f\u963f\u8332\u6d77\u9ed8\u75c7 (Alzheimer\u2019s disease)\uff0c\u53e6\u5916\u9084\u6709\u8840\u7ba1\u6027\u5931\u667a (vascular dementia)\u3001\u524d\u9873\u8449\u5931\u667a (fronto-temporal dementia) \u7b49\u5176\u4ed6\u7a2e\u985e\u7684\u5931\u667a\u75c7\u3002<\/p>\n<p>\u76ee\u524d\u5168\u7403\u4f30\u8a08\u6709\u8d85\u904e5500\u842c\u4eba\u6709\u5931\u667a\u75c7\uff0c\u800c\u4e14\u570b\u969b\u963f\u8332\u6d77\u9ed8\u75c7\u7d44\u7e54\u9810\u6e2c\uff0c\u5230\u4e862050\u5e74\uff0c\u9019\u500b\u4eba\u53e3\u6578\u6703\u9054\u5230\u5c07\u8fd11\u51044\u5343\u842c\u5de6\u53f3\u3002\u800c\u4ee5\u53f0\u7063\u800c\u8a00\uff0c65\u6b72\u4ee5\u4e0a\u9ad8\u9f61\u8005\u7684\u5931\u667a\u75c7\u76db\u884c\u7387\u5927\u7d04\u70ba8%\uff0c\u4ee5\u5065\u4fdd\u8cc7\u6599\u5eab\u4f86\u63a8\u7b97\uff0c\u5931\u667a\u75c7\u60a3\u8005\u5e73\u5747\u6bcf\u4eba\u6bcf\u5e74\u7684\u91ab\u7642\u8cbb\u7528\u652f\u51fa\u70ba53\u842c\u5143\u5de6\u53f3\uff0c\u76f8\u8f03\u65bc\u7121\u5931\u667a\u75c7\u8005\u9ad8\u51fa31\u842c\u5143\u5de6\u53f3\u3002\u5230\u4e86\u6c11\u570b130\u5e74\uff0c65\u6b72\u4ee5\u4e0a\u5931\u667a\u75c7\u4eba\u53e3\u6578\u53ef\u80fd\u9054\u5230\u5c07\u8fd1\u7d0468\u842c\u4eba\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u5931\u667a\u75c7\u610f\u8b58\u9810\u6e2c\u6a21\u578b<\/strong><\/span><\/h6>\n<p>Hou&amp;Liu (2025) \u7684\u7814\u7a76\uff0c\u5247\u662f\u91dd\u5c0d\u5931\u667a\u75c7\u7684\u8b70\u984c\uff0c\u958b\u767c\u4e86\u76f8\u95dc\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4f86\u9032\u884c\u9810\u6e2c\u3002\u900f\u904eAI\u5de5\u5177\u7684\u6574\u5408\uff0c\u53ef\u4ee5\u5e6b\u52a9\u7814\u7a76\u8005\u4e86\u89e3\u904e\u5f80\u91dd\u5c0d\u5931\u667a\u75c7\u7684\u6cbb\u7642\u65b9\u6cd5\u3001\u6216\u8005\u91dd\u5c0d\u6cbb\u7642\u904e\u7a0b\u9032\u884c\u76f8\u95dc\u7684\u9810\u6e2c\u3001\u5206\u985e\u6216\u76e3\u63a7\u7b49\u7b49\u3002\u800c\u5728Hou&amp;Liu (2025) \u8fd1\u671f\u6700\u65b0\u767c\u8868\u7684\u7814\u7a76\u4e2d\uff0c\u4ee5\u53f0\u7063\u7684\u73fe\u6cc1\u4f5c\u70ba\u8abf\u67e5\u8cc7\u6599\uff0c\u63d0\u51fa\u4e86\u4e00\u500b\u300c\u5931\u667a\u75c7\u610f\u8b58\u9810\u6e2c\u6a21\u578b (dementia awareness prediction model)\u300d\uff0c\u5e0c\u671b\u4e86\u89e3\u3001\u5206\u6790\u53f0\u7063\u7576\u524d\u5931\u667a\u75c7\u610f\u8b58\u548c\u5931\u667a\u75c7\u53cb\u5584\u793e\u7fa4\u4e4b\u9593\u7684\u72c0\u614b\u3002\u53e6\u5916\uff0c\u4e5f\u8a66\u5716\u6bd4\u8f03\u4e09\u7a2e\u4e0d\u540c\u7684\u6a5f\u5668\u5b78\u7fd2\u65b9\u6cd5\u5728\u9019\u500b\u6a21\u578b\u7576\u4e2d\u7684\u9810\u6e2c\u6548\u679c\uff0c\u4e26\u8a0e\u8ad6\u5728\u6210\u4eba\u5b78\u7fd2\u8005\u4e2d\u63a8\u5ee3\u5931\u667a\u75c7\u610f\u8b58\u76f8\u95dc\u7684\u61c9\u7528\u3002<\/p>\n<p>\u5728\u7814\u7a76\u4e2d\uff0c\u4f7f\u7528\u4e86\u4e00\u4efd\u300c\u5931\u667a\u75c7\u516c\u5171\u610f\u8b58\u8207\u793e\u7fa4\u5931\u667a\u75c7\u53cb\u5584\u300d\u7684\u554f\u5377\uff0c\u7e3d\u5171\u6536\u96c6\u4e86229\u4efd\u6709\u6548\u6a23\u672c\u3002\u554f\u5377\u5167\u5bb9\u5305\u542b\u4e86\u5931\u667a\u75c7\u77e5\u8b58\u91cf\u8868\uff0c\u5305\u542b\u4e86\u5c0d\u65bc\u5931\u667a\u75c7\u7684\u77e5\u8b58\u548c\u614b\u5ea6\uff0c\u800c\u5931\u667a\u75c7\u53cb\u5584\u793e\u7fa4\u91cf\u8868\uff0c\u5247\u662f\u5305\u542b\u4e86\u53cb\u5584\u793e\u7fa4\u6210\u54e1\u3001\u53cb\u5584\u793e\u7fa4\u74b0\u5883\u3001\u53cb\u5584\u5065\u5eb7\u7167\u8b77\u670d\u52d9\u3001\u53cb\u5584\u4e92\u52d5\u4ee5\u53ca\u53cb\u5584\u4ea4\u901a\u5de5\u5177\u3001\u53cb\u5584\u91ab\u7642\u670d\u52d9\u4ee5\u53ca\u53cb\u5584\u5546\u696d\u7d44\u7e54\u7b49\u7b49\u69cb\u9762\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u63d0\u4f9b\u7d66\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u9032\u884c\u9810\u6e2c\u7684\u9805\u76ee\uff0c\u7814\u7a76\u8005\u53c8\u5340\u5206\u6210\u4e86\u4e09\u7a2e\u4e0d\u540c\u7684\u300c\u8b8a\u9805\u96c6 (variable sets)\u300d\u4f86\u505a\u70ba\u4e0d\u540c\u7684\u8a13\u7df4\u7279\u5fb5 (feature)\uff0c\u7528\u4ee5\u9810\u6e2c\u5404\u500b\u9805\u76ee\u5982\u6559\u80b2\u7a0b\u5ea6\u3001\u5de5\u4f5c\u3001\u5b78\u7fd2\u98a8\u683c\u3001\u5931\u667a\u75c7\u610f\u8b58\u7b49\u7b49\u5404\u7a2e\u4e0d\u540c\u7684\u56e0\u7d20\u5c0d\u65bc\u5931\u667a\u75c7\u77e5\u8b58\u4ee5\u53ca\u793e\u7fa4\u53c3\u8207\u4e4b\u9593\u7684\u95dc\u4fc2\u3002\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5247\u662f\u9078\u7528\u6c7a\u5b9a\u6a39 (decision trees)\u3001\u6c7a\u5b9a\u68ee\u6797 (decision forests) \u4ee5\u53ca\u7f85\u5409\u65af\u8ff4\u6b78 (logistic regression)\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u7814\u7a76\u7d50\u679c\u8207\u76f8\u95dc\u5efa\u8b70<\/strong><\/span><\/h6>\n<p>\u7814\u7a76\u767c\u73fe\uff0c\u5927\u90e8\u5206\u7684\u56de\u7b54\u8005\u591a\u6578\u70ba\u9ad8\u4e2d\u8077\u7562\u696d\u800c\u4e14\u5df2\u7d93\u53c3\u8207\u793e\u7fa4\u6d3b\u52d5\u8d85\u904e\u4e94\u5e74\u7684\u6642\u9593\u3002\u5728\u793e\u7fa4\u7684\u5b78\u7fd2\u7576\u4e2d\uff0c\u6700\u5e38\u4f7f\u7528\u7684\u662f\u8b1b\u8ff0\u7684\u6559\u5b78\uff0c\u800c\u591a\u6578\u4eba\u4e5f\u6709\u6578\u4f4d\u5b78\u7fd2\u7d93\u9a57\u3002\u4e0d\u904e\uff0c\u5728\u5931\u667a\u75c7\u610f\u8b58\u65b9\u9762\uff0c\u591a\u6578\u4eba\u7f3a\u4e4f\u5c0d\u65bc\u5931\u667a\u75c7\u7684\u610f\u8b58\u4ee5\u53ca\u793e\u7fa4\u5c0d\u65bc\u5931\u667a\u75c7\u7684\u53cb\u5584\u7a0b\u5ea6\u4ecd\u7136\u504f\u4f4e\u3002\u5728\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u4f7f\u7528\u65b9\u9762\uff0c\u6c7a\u5b9a\u6a39\u3001\u6c7a\u5b9a\u68ee\u6797\u3001\u7f85\u5409\u65af\u8ff4\u6b78\u7b49\u65b9\u6cd5\uff0c\u90fd\u9054\u5230\u4e86\u8d85\u904e70%\u7684\u6e96\u78ba\u5ea6\uff0c\u5176\u4e2d\u7f85\u5409\u65af\u8ff4\u6b78\u6a21\u578b\u7684\u8868\u73fe\u6700\u597d\u3002<\/p>\n<p>\u7136\u800c\uff0c\u7814\u7a76\u8005\u6307\u51fa\uff0c\u7531\u65bc\u591a\u6578\u4eba\u7f3a\u767c\u5c0d\u65bc\u5931\u667a\u75c7\u7684\u610f\u8b58\u4ee5\u53ca\u76ee\u524d\u793e\u7fa4\u8f03\u4f4e\u7684\u5931\u667a\u75c7\u53cb\u5584\u7a0b\u5ea6\uff0c\u56e0\u6b64\uff0c\u6709\u9700\u8981\u9032\u884c\u9577\u6642\u9593\u7684\u8ffd\u8e64\uff0c\u4ee5\u4e86\u89e3\u662f\u5426\u80fd\u900f\u904e\u9069\u7576\u7684\u6559\u80b2\u4ecb\u5165\u4f86\u63d0\u5347\u76ee\u524d\u5931\u667a\u75c7\u610f\u8b58\uff0c\u751a\u81f3\u4e86\u89e3\u793e\u7fa4\u652f\u63f4\u7cfb\u7d71\u7684\u6548\u679c\u3002\u5728\u6a5f\u5668\u5b78\u7fd2\u65b9\u9762\uff0c\u5118\u7ba1\u5728Hou&amp;Liu (2025) \u7684\u7814\u7a76\u4e2d\u6709\u4e0d\u932f\u7684\u8868\u73fe\uff0c\u4f46\u662f\u76ee\u524d\u7684\u72c0\u614b\u800c\u8a00\uff0c\u82e5\u60f3\u8981\u518d\u63d0\u5347\u6e96\u78ba\u5ea6\uff0c\u5f88\u53ef\u80fd\u6703\u5c0e\u81f4\u904e\u5ea6\u5b78\u7fd2 (over-fitting) \u7684\u73fe\u8c61\u767c\u751f\u3002\u6216\u8005\uff0c\u4e5f\u53ef\u4ee5\u6574\u5408\u66f4\u5148\u9032\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4f86\u9032\u884c\u9810\u6e2c\uff0c\u4f8b\u5982\uff0c\u4f7f\u7528XGBoost\u7b49\u7b49\u3002<\/p>\n<p>\u6700\u5f8c\uff0cHou&amp;Liu (2025) \u63d0\u51fa\uff0c\u82e5\u80fd\u767c\u5c55\u51fa\u4e00\u500b\u6574\u5408\u4e86\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u5931\u667a\u75c7\u610f\u8b58\u6709\u95dc\u7684\u5e73\u53f0\uff0c\u4e5f\u80fd\u63d0\u4f9b\u4e00\u500b\u5c0d\u65bc\u500b\u4eba\u3001\u5065\u5eb7\u7167\u8b77\u8005\u3001\u793e\u7fa4\u7d44\u7e54\u7b49\u5404\u500b\u5c64\u9762\u7684\u5de5\u4f5c\u8005\u4e00\u500b\u5f88\u597d\u7684\u5e73\u53f0\u3002\u800c\u9019\u6a23\u7684\u5e73\u53f0\u4e5f\u80fd\u5920\u5c07\u5730\u65b9\u6027\u7684\u6559\u80b2\u8cc7\u6e90\u63a8\u85a6\u3001\u5931\u667a\u53cb\u5584\u8cc7\u6e90\u7b49\u7b49\u9032\u884c\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6574\u5408\u3002\u5c24\u5176\u73fe\u5728\u91dd\u5c0dAI\u6a21\u578b\u5c0d\u65bc\u6574\u500b\u5931\u667a\u75c7\u516c\u5171\u610f\u8b58\u7cfb\u7d71\u7684\u9810\u6e2c\u76f8\u95dc\u7684\u7814\u7a76\u4ecd\u7136\u5f88\u7a00\u5c11\uff0c\u4e0d\u904e\u82e5\u80fd\u5efa\u7f6e\u6574\u5408\u578b\u5e73\u53f0\u4e26\u4e14\u5c0e\u5165AI\uff0c\u53ef\u80fd\u53ef\u4ee5\u66f4\u4fc3\u9032\u6574\u500b\u5730\u65b9\u793e\u7fa4\uff0c\u751a\u81f3\u662f\u653f\u5e9c\u90e8\u9580\uff0c\u63d0\u65e9\u9032\u884c\u6574\u500b\u5730\u65b9\u7684\u898f\u5283\uff0c\u4e26\u4e14\u767c\u5c55\u51fa\u80fd\u53cb\u5584\u5931\u667a\u75c7\u60a3\u8005\u7684\u793e\u7fa4\u8207\u7a7a\u9593\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/doi.org\/10.1016\/j.chb.2025.108604\" target=\"_blank\" rel=\"noopener\">Hou, C., &amp; Liu, Y. (2025). Using artificial intelligence for predictive analysis of dementia awareness among community adult learners and evaluation of dementia-friendliness in community environments. <em>Computers in Human Behavior<\/em>, <em>167<\/em>, 108604.<\/a><\/li>\n<li><a href=\"https:\/\/www.alzint.org\/about\/\" target=\"_blank\" rel=\"noopener\">Alzheimer\u2019s Disease International, About Alzheimer\u2019s &amp; Dementia.<\/a><\/li>\n<li><a href=\"https:\/\/www.mohw.gov.tw\/cp-16-78102-1.html\" target=\"_blank\" rel=\"noopener\">\u885b\u751f\u798f\u5229\u90e8\u516c\u5e03\u6700\u65b0\u81fa\u7063\u793e\u5340\u5931\u667a\u75c7\u6d41\u884c\u75c5\u5b78\u8abf\u67e5\u7d50\u679c<\/a>\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u9ad8\u9f61\u793e\u6703\u5e36\u4f86\u7684\u6210\u672c\u65e5\u76ca\u589e\u52a0\uff0c\u5176\u4e2d\u5931\u667a\u75c7\u6240\u5e36\u4f86\u7684\u6311\u6230\u5c24\u5176\u986f\u8457\uff0c\u4e5f\u8b93\u4e16\u4eba\u4e0d\u5f97\u4e0d\u66f4\u52a0\u91cd\u8996\u9019\u500b\u554f\u984c\u3002\u6839\u64da\u570b\u969b\u963f\u8332\u6d77\u9ed8\u75c7\u7d44\u7e54\u7684\u5831\u544a\u6307\u51fa\uff0c\u76ee\u524d\u5168\u4e16\u754c\u82b1\u5728\u5931\u667a\u75c7\u4e0a\u7684\u91ab\u7642\u6210\u672c\uff0c\u5df2\u7d93\u7a81\u78341.3\u5146\u7f8e\u5143\uff0c\u82e5\u5c07\u6210\u672c\u8996\u70ba\u4e00\u500b\u7d93\u6fdf\u9ad4\uff0c\u53ef\u4ee5\u7a31\u5f97\u4e0a\u4e16\u754c\u7b2c17\u5927\u7d93\u6fdf\u9ad4\u3002\u4e0d\u904e\uff0c\u9762\u5c0d\u9019\u9f90\u5927\u7684\u6f5b\u5728\u6210\u672c\uff0c\u4e5f\u63d0\u4f9b\u4e86AI\u767c\u63ee\u529f\u80fd\u4e26\u63d0\u4f9b\u5e6b\u52a9\u7684\u5834\u57df\u3002\u82e5\u80fd\u4f7f\u7528AI\u6a21\u578b\u7be9\u9078\u3001\u9810\u6e2c\u767c\u5c55\u826f\u597d\u7684\u5931\u667a\u75c7\u53cb\u5584\u793e\u5340\uff0c\u5c0d\u65bc\u653f\u7b56\u898f\u5283\u4e0a\uff0c\u4e5f\u5177\u6709\u76f8\u7576\u7684\u52a9\u76ca\u3002<\/p>\n","protected":false},"author":20,"featured_media":45502,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6923,3772,3293,4988],"tags":[7392,7391,792],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/06\/41858517_MotionElements_a-robot-is-serving-a-woman-in-a-living-room-scaled.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45501"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=45501"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45501\/revisions"}],"predecessor-version":[{"id":45503,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/45501\/revisions\/45503"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/45502"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45501"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45501"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45501"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}